{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2661032c-2d9b-43f5-b074-28c119b57a14",
   "metadata": {},
   "outputs": [],
   "source": [
    "import textgrad\n",
    "import os\n",
    "from textgrad.engine_experimental.openai import OpenAIEngine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e74c489-c47e-413c-adae-cd1201f6f94f",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ[\"OPENAI_API_KEY\"] = \"SOMETHING\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50c02746-dd33-4cb0-896e-4771e4b76ed7",
   "metadata": {},
   "outputs": [],
   "source": [
    "OpenAIEngine(\"gpt-4o-mini\", cache=True).generate(content=\"hello, what's 3+4\", system_prompt=\"you are an assistant\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0ac186e-5c34-4115-aeda-bbd301be2667",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b09f7e36-ae4f-4746-8548-c2c189827435",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ccce563-3d11-4d20-9c72-05d43cce4f6c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3053630a-dbf3-4d3e-b553-5c8ea73e2ccd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "58db7bb4-7f0f-4517-bba2-60a51b85908b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ee586ac-473e-4807-b66d-8524d08dc236",
   "metadata": {},
   "outputs": [],
   "source": [
    "import httpx\n",
    "from textgrad.engine_experimental.litellm import LiteLLMEngine\n",
    "\n",
    "LiteLLMEngine(\"gpt-4o\", cache=True).generate(content=\"hello, what's 3+4\", system_prompt=\"you are an assistant\")\n",
    "\n",
    "image_url = \"https://upload.wikimedia.org/wikipedia/commons/a/a7/Camponotus_flavomarginatus_ant.jpg\"\n",
    "image_data = httpx.get(image_url).content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5b1f1d5-8971-4dee-9958-c708ba807921",
   "metadata": {},
   "outputs": [],
   "source": [
    "LiteLLMEngine(\"gpt-4o\", cache=True).generate(content=[image_data, \"what is this my boy\"], system_prompt=\"you are an assistant\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43d9b703-4488-4222-a7fb-773293c13514",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
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 "nbformat_minor": 5
}
